How Inclusive Is Abenomics?; by Chie Aoyagi, Giovanni Ganelli, and Kentaro Murayama; imf working Paper No. 15/54; March 1, 2015



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 20 

VI.   P

OLICY 

I

MPLICATIONS

 

In this section, we present some scenario analysis, based on the results of our econometric 

results, of what would be the impact on inclusive growth of a “complete” Abenomics 

package. The scenarios present the marginal effect of changes in each policy variable, all 

other things held constant (text table). We use the base level of inclusive growth at the 

national level during 2000-04, which is -1.46 percent for the entire household sample and -

1.15 percent for the working-age household sample, as references to evaluate the magnitude 

of marginal effects. 

Table 3 

Scenario result table, inclusive growth 

All Households Working-Age 

Households 

  

Incl.  



Growth 

Avg. 


Growth

Equity 


Change

 

Incl. 



Growth 

Avg. 


Growth

Equity 


Change

Inflation 

  (0.0 to 2.0%) 

1.76 1.87 

-0.14 

 

1.91 1.97 -0.07 



Part- to Full-time job  

   postings ratio (21 to 5%) 

0.45 0.53 

-0.08 


 

0.63 0.64 -0.01 

Female Labor Participation    

  (47 to 52%) 

0.83 0.63 

0.20 


 

1.13 0.78 0.35 

Labor Input  

  (-0.81 to 0.00) 

0.42 0.40 

0.02 


 

0.31 0.29 0.02 

 

 

As shown in the table, we capture the effect of getting the economy out of deflation as a 



change in CPI inflation from 0.0 percent (its value in 2012 before the start of Abenomics) to 

the BoJ target of 2.0 percent. When we use the coefficient based on the all sample estimate, 

the impact is that annual inclusive growth would be 1.76 percentage point higher. This is a 

large boost to growth, especially considering that it counters more than the base growth level 

at the national level. An even stronger result emerges for the working-age household case, in 

which the relative magnitude of 1.91 is more than enough to raise the negative growth above 

zero. It should be noted that such gains mostly come from the increase in the growth of 

average income, while the equity index deteriorates (i.e. inequality grows) as inflation rises. 

Furthermore, the quadratic form of the inflation in its specification implies that, given the 

coefficients, inflation has an optimal level for the average income growth. Beyond or below 

this optimal level (around 2 percent; or 3 percent if using the working-age households 

                                                                                                                                                       

deciles is uniform (i.e. it is interpolated by a linear function); and the mean of income is equal to the mean of 

the nine data points of the deciles. In the robustness checks we looked at the implications of changing these 

assumptions.

  

 




 21 

sample), the inflation rate shows a still positive (for a certain range), but diminished effect on 

average income growth. If the inflation further increases, then the marginal effects will 

become negative eventually. With the initial value of 0% inflation, about 4.5% is the upper 

threshold for marginal gains in inclusive growth from higher inflation (See Appendix C for a 

technical discussion). 

In our regressions, we have measured labor market duality as the ratio between the new job 

postings of part-time and full-time positions. The ratio of non-regular over total workers, 

which is the more usual “stock” measure of labor market duality at the national level (see for 

example Aoyagi and Ganelli 2013) and is currently about one third, cannot be used in our 

analysis because it is not available at the prefectural level. The “flow” measure of duality that 

we use in this study reached 21 percent in the 2000-04 period (as a 5 year average) while the 

pre-bubble level was around 5 percent in 1979-84. We consider a scenario where the ratio 

goes back to the pre-bubble level. With such a shift in labor market duality, inclusive growth 

would be 0.45 percentage points higher. The impact of the change in terms of composition is 

similar to one from inflation: the bulk of the boost to inclusive growth comes from increasing 

growth of the average income, while equality decreases rather slightly. In other words, dual 

labor market as measured by the “flow” share of part-time employment affects the 

productivity of the economy, rather than inequality at the aggregate level. Our duality 

variable is indeed correlated with the net capital investment (correlation coefficient around 

0.6), suggesting that the measure is associated with the utilization of inputs. An interpretation 

of this result is that a lower share of part-time workers, while increasing productivity for the 

reasons discussed in the previous section (see also Aoyagi and Ganelli 2013), also increases 

inequality because it prevents some workers who can only work part-time from being 

employed.  

Female labor participation rates (of age above 15 years old) historically hovered around 48 

percent, while male labor participation was about 70 percent in 2004. We consider a case 

where the female labor participation increases by 5 percentage points, which is an ambitious 

but feasible goal. On the basis of the estimates from the all sample analysis, this would boost 

to inclusive growth by 0.83 percentage points, about two thirds of the base growth level. 

Similar to reducing labor market duality, the estimated impact is even larger when estimating 

with the working-age household sample. Inclusive growth is boosted by 1.13 percentage 

points, while both average growth and equity index growth are raised by 0.78 and 0.35 

percentage points, respectively. 

Labor input, measured by the man-hour, has been in decline since 1979, reaching negative 

growth at the national level since the 1990-1994 period. In our scenario analysis, we consider 

a rather conservative case in which reforms manage to shift the growth of labor input from 

negative to zero. In other words, our scenario assumes that the increase in the labor input just 

compensates for its natural decrease (i.e. population decline). At the stationary labor input 

level, inclusive growth would be 0.42 percent higher than the latest level in the 2000-2004 

period, mostly derived from the average income growth. The relative magnitude of marginal 



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